Overview
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 132.9 KiB |
| Average record size in memory | 136.1 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 3 |
Batch_Failure is highly overall correlated with Enzyme_Activity_UmL | High correlation |
Biomass_OD600 is highly overall correlated with Time_hr | High correlation |
Enzyme_Activity_UmL is highly overall correlated with Batch_Failure | High correlation |
Time_hr is highly overall correlated with Biomass_OD600 | High correlation |
Batch_Failure is highly imbalanced (90.0%) | Imbalance |
Time_hr is uniformly distributed | Uniform |
Batch_ID is uniformly distributed | Uniform |
Temperature_C has unique values | Unique |
pH has unique values | Unique |
DO_percent has unique values | Unique |
Glucose_gL has unique values | Unique |
Biomass_OD600 has unique values | Unique |
Enzyme_Activity_UmL has unique values | Unique |
Reproduction
| Analysis started | 2026-02-10 09:14:10.694996 |
|---|---|
| Analysis finished | 2026-02-10 09:14:16.273836 |
| Duration | 5.58 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
Time_hr
Real number (ℝ)
High correlation Uniform
| Distinct | 100 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.5 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 10 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.95 |
| Q1 | 24.75 |
| median | 49.5 |
| Q3 | 74.25 |
| 95-th percentile | 94.05 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 28.880514 |
|---|---|
| Coefficient of variation (CV) | 0.58344473 |
| Kurtosis | -1.2002388 |
| Mean | 49.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 49500 |
| Variance | 834.08408 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10 | 1.0% |
| 1 | 10 | 1.0% |
| 2 | 10 | 1.0% |
| 3 | 10 | 1.0% |
| 4 | 10 | 1.0% |
| 5 | 10 | 1.0% |
| 6 | 10 | 1.0% |
| 7 | 10 | 1.0% |
| 8 | 10 | 1.0% |
| 9 | 10 | 1.0% |
| Other values (90) | 900 |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 1 | 10 | |
| 2 | 10 | |
| 3 | 10 | |
| 4 | 10 | |
| 5 | 10 | |
| 6 | 10 | |
| 7 | 10 | |
| 8 | 10 | |
| 9 | 10 |
| Value | Count | Frequency (%) |
| 99 | 10 | |
| 98 | 10 | |
| 97 | 10 | |
| 96 | 10 | |
| 95 | 10 | |
| 94 | 10 | |
| 93 | 10 | |
| 92 | 10 | |
| 91 | 10 | |
| 90 | 10 |
Temperature_C
Real number (ℝ)
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.028998 |
| Minimum | 32.138099 |
|---|---|
| Maximum | 42.779097 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 32.138099 |
|---|---|
| 5-th percentile | 34.711068 |
| Q1 | 36.028615 |
| median | 37.037951 |
| Q3 | 37.971916 |
| 95-th percentile | 39.515459 |
| Maximum | 42.779097 |
| Range | 10.640998 |
| Interquartile range (IQR) | 1.9433013 |
Descriptive statistics
| Standard deviation | 1.4688239 |
|---|---|
| Coefficient of variation (CV) | 0.039666855 |
| Kurtosis | 0.072562202 |
| Mean | 37.028998 |
| Median Absolute Deviation (MAD) | 0.96927905 |
| Skewness | 0.11697637 |
| Sum | 37028.998 |
| Variance | 2.1574437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.74507123 | 1 | 0.1% |
| 36.79260355 | 1 | 0.1% |
| 37.97153281 | 1 | 0.1% |
| 39.28454478 | 1 | 0.1% |
| 36.64876994 | 1 | 0.1% |
| 36.64879456 | 1 | 0.1% |
| 39.36881922 | 1 | 0.1% |
| 38.15115209 | 1 | 0.1% |
| 36.29578842 | 1 | 0.1% |
| 37.81384007 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 32.13809899 | 1 | |
| 32.95467004 | 1 | |
| 33.02354529 | 1 | |
| 33.07038234 | 1 | |
| 33.29253325 | 1 | |
| 33.36418101 | 1 | |
| 33.54711825 | 1 | |
| 33.68329704 | 1 | |
| 33.70179107 | 1 | |
| 33.81415641 | 1 |
| Value | Count | Frequency (%) |
| 42.77909724 | 1 | |
| 41.61832121 | 1 | |
| 41.08025375 | 1 | |
| 40.9485731 | 1 | |
| 40.8600397 | 1 | |
| 40.84012681 | 1 | |
| 40.79039864 | 1 | |
| 40.69486317 | 1 | |
| 40.68295021 | 1 | |
| 40.66862797 | 1 |
pH
Real number (ℝ)
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8141672 |
| Minimum | 6.2119223 |
|---|---|
| Maximum | 7.4386215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 6.2119223 |
|---|---|
| 5-th percentile | 6.4846736 |
| Q1 | 6.6787517 |
| median | 6.8126154 |
| Q3 | 6.9457764 |
| 95-th percentile | 7.1390818 |
| Maximum | 7.4386215 |
| Range | 1.2266992 |
| Interquartile range (IQR) | 0.26702477 |
Descriptive statistics
| Standard deviation | 0.19949088 |
|---|---|
| Coefficient of variation (CV) | 0.029275899 |
| Kurtosis | 0.058403159 |
| Mean | 6.8141672 |
| Median Absolute Deviation (MAD) | 0.1338355 |
| Skewness | -0.049395899 |
| Sum | 6814.1672 |
| Variance | 0.039796609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.079871087 | 1 | 0.1% |
| 6.984926737 | 1 | 0.1% |
| 6.811926074 | 1 | 0.1% |
| 6.670612644 | 1 | 0.1% |
| 6.939644663 | 1 | 0.1% |
| 6.878697077 | 1 | 0.1% |
| 6.979038644 | 1 | 0.1% |
| 6.92703436 | 1 | 0.1% |
| 7.009910543 | 1 | 0.1% |
| 6.692952958 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 6.211922273 | 1 | |
| 6.215729903 | 1 | |
| 6.220748924 | 1 | |
| 6.225547557 | 1 | |
| 6.230291476 | 1 | |
| 6.259353541 | 1 | |
| 6.281791542 | 1 | |
| 6.289215773 | 1 | |
| 6.293942495 | 1 | |
| 6.300118857 | 1 |
| Value | Count | Frequency (%) |
| 7.438621514 | 1 | |
| 7.427549707 | 1 | |
| 7.328868669 | 1 | |
| 7.320336623 | 1 | |
| 7.317912728 | 1 | |
| 7.315941868 | 1 | |
| 7.311639857 | 1 | |
| 7.298599903 | 1 | |
| 7.287950481 | 1 | |
| 7.280683117 | 1 |
DO_percent
Real number (ℝ)
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.058342 |
| Minimum | -2.4750484 |
|---|---|
| Maximum | 76.099186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.4750484 |
|---|---|
| 5-th percentile | 26.232787 |
| Q1 | 37.175279 |
| median | 44.425576 |
| Q3 | 51.266056 |
| 95-th percentile | 60.823743 |
| Maximum | 76.099186 |
| Range | 78.574234 |
| Interquartile range (IQR) | 14.090776 |
Descriptive statistics
| Standard deviation | 10.928108 |
|---|---|
| Coefficient of variation (CV) | 0.2480372 |
| Kurtosis | 0.82720076 |
| Mean | 44.058342 |
| Median Absolute Deviation (MAD) | 7.0823559 |
| Skewness | -0.38623898 |
| Sum | 44058.342 |
| Variance | 119.42354 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38.24821725 | 1 | 0.1% |
| 43.55481329 | 1 | 0.1% |
| 37.07580079 | 1 | 0.1% |
| 41.9203847 | 1 | 0.1% |
| 26.06385333 | 1 | 0.1% |
| 47.13293707 | 1 | 0.1% |
| 45.01205475 | 1 | 0.1% |
| 36.82911369 | 1 | 0.1% |
| 51.59245668 | 1 | 0.1% |
| 54.37570138 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.475048427 | 1 | |
| 2.617687667 | 1 | |
| 3.694335202 | 1 | |
| 3.792998474 | 1 | |
| 4.129729814 | 1 | |
| 4.158870605 | 1 | |
| 13.95137207 | 1 | |
| 13.9770785 | 1 | |
| 14.80487844 | 1 | |
| 15.08864029 | 1 |
| Value | Count | Frequency (%) |
| 76.09918556 | 1 | |
| 74.85259003 | 1 | |
| 74.49094425 | 1 | |
| 72.59660039 | 1 | |
| 71.93033664 | 1 | |
| 71.20793091 | 1 | |
| 69.26716486 | 1 | |
| 69.12615422 | 1 | |
| 69.11676676 | 1 | |
| 68.63872495 | 1 |
Agitation_RPM
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 400 | |
|---|---|
| 300 | |
| 200 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 300 |
|---|---|
| 2nd row | 300 |
| 3rd row | 300 |
| 4th row | 200 |
| 5th row | 400 |
Common Values
| Value | Count | Frequency (%) |
| 400 | 352 | |
| 300 | 342 | |
| 200 | 306 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 400 | 352 | |
| 300 | 342 | |
| 200 | 306 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| 4 | 352 | 11.7% |
| 3 | 342 | 11.4% |
| 2 | 306 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| 4 | 352 | 11.7% |
| 3 | 342 | 11.4% |
| 2 | 306 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| 4 | 352 | 11.7% |
| 3 | 342 | 11.4% |
| 2 | 306 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| 4 | 352 | 11.7% |
| 3 | 342 | 11.4% |
| 2 | 306 | 10.2% |
Glucose_gL
Real number (ℝ)
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.123831 |
| Minimum | 7.4561285 |
|---|---|
| Maximum | 32.630807 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 7.4561285 |
|---|---|
| 5-th percentile | 11.858912 |
| Q1 | 15.538837 |
| median | 18.000308 |
| Q3 | 20.752662 |
| 95-th percentile | 24.661587 |
| Maximum | 32.630807 |
| Range | 25.174679 |
| Interquartile range (IQR) | 5.2138252 |
Descriptive statistics
| Standard deviation | 3.8785262 |
|---|---|
| Coefficient of variation (CV) | 0.21400146 |
| Kurtosis | -0.0073896237 |
| Mean | 18.123831 |
| Median Absolute Deviation (MAD) | 2.5948392 |
| Skewness | 0.10312969 |
| Sum | 18123.831 |
| Variance | 15.042966 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.83818014 | 1 | 0.1% |
| 17.26304784 | 1 | 0.1% |
| 10.98365775 | 1 | 0.1% |
| 13.61957579 | 1 | 0.1% |
| 22.29674157 | 1 | 0.1% |
| 14.33060294 | 1 | 0.1% |
| 20.94209702 | 1 | 0.1% |
| 24.63394017 | 1 | 0.1% |
| 17.2882473 | 1 | 0.1% |
| 20.07945376 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 7.45612853 | 1 | |
| 7.77472853 | 1 | |
| 7.802307778 | 1 | |
| 8.307814004 | 1 | |
| 8.35154438 | 1 | |
| 8.488497861 | 1 | |
| 8.620118468 | 1 | |
| 8.666608633 | 1 | |
| 8.806531848 | 1 | |
| 8.904199163 | 1 |
| Value | Count | Frequency (%) |
| 32.63080722 | 1 | |
| 29.53692911 | 1 | |
| 29.06455968 | 1 | |
| 28.59257594 | 1 | |
| 28.52576162 | 1 | |
| 28.28428063 | 1 | |
| 28.09758615 | 1 | |
| 28.05775455 | 1 | |
| 28.01518491 | 1 | |
| 27.99546954 | 1 |
Biomass_OD600
Real number (ℝ)
High correlation Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9166814 |
| Minimum | -3.5954812 |
|---|---|
| Maximum | 13.468514 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 61 |
| Negative (%) | 6.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.5954812 |
|---|---|
| 5-th percentile | -0.27348255 |
| Q1 | 2.4058082 |
| median | 4.8403254 |
| Q3 | 7.4536635 |
| 95-th percentile | 10.153515 |
| Maximum | 13.468514 |
| Range | 17.063995 |
| Interquartile range (IQR) | 5.0478553 |
Descriptive statistics
| Standard deviation | 3.2609359 |
|---|---|
| Coefficient of variation (CV) | 0.66323922 |
| Kurtosis | -0.70755095 |
| Mean | 4.9166814 |
| Median Absolute Deviation (MAD) | 2.5187418 |
| Skewness | 0.0041858517 |
| Sum | 4916.6814 |
| Variance | 10.633703 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.867493609 | 1 | 0.1% |
| 0.8118060197 | 1 | 0.1% |
| 0.3393086027 | 1 | 0.1% |
| -1.766186111 | 1 | 0.1% |
| -0.7613691703 | 1 | 0.1% |
| 0.4162326488 | 1 | 0.1% |
| -0.1946647063 | 1 | 0.1% |
| 2.239384639 | 1 | 0.1% |
| 1.600554801 | 1 | 0.1% |
| 4.938567881 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.595481211 | 1 | |
| -3.171665969 | 1 | |
| -3.022775497 | 1 | |
| -2.828948424 | 1 | |
| -2.553722703 | 1 | |
| -2.494253599 | 1 | |
| -2.330237036 | 1 | |
| -2.054352597 | 1 | |
| -2.033661162 | 1 | |
| -1.766186111 | 1 |
| Value | Count | Frequency (%) |
| 13.46851352 | 1 | |
| 12.99331879 | 1 | |
| 12.4499095 | 1 | |
| 12.40108485 | 1 | |
| 12.27926242 | 1 | |
| 12.04610243 | 1 | |
| 11.99451224 | 1 | |
| 11.73221781 | 1 | |
| 11.5985814 | 1 | |
| 11.5776449 | 1 |
Enzyme_Activity_UmL
Real number (ℝ)
High correlation Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.21001046 |
| Minimum | -14.588434 |
|---|---|
| Maximum | 7.362636 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 484 |
| Negative (%) | 48.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -14.588434 |
|---|---|
| 5-th percentile | -5.9846506 |
| Q1 | -1.2933915 |
| median | 0.13397867 |
| Q3 | 1.5439589 |
| 95-th percentile | 3.57565 |
| Maximum | 7.362636 |
| Range | 21.95107 |
| Interquartile range (IQR) | 2.8373505 |
Descriptive statistics
| Standard deviation | 2.945476 |
|---|---|
| Coefficient of variation (CV) | -14.025378 |
| Kurtosis | 4.4107926 |
| Mean | -0.21001046 |
| Median Absolute Deviation (MAD) | 1.4271966 |
| Skewness | -1.6189902 |
| Sum | -210.01046 |
| Variance | 8.6758291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.6608047705 | 1 | 0.1% |
| -2.169544331 | 1 | 0.1% |
| -1.781112694 | 1 | 0.1% |
| -0.8046661138 | 1 | 0.1% |
| 0.1698508994 | 1 | 0.1% |
| 4.141973938 | 1 | 0.1% |
| -1.773112187 | 1 | 0.1% |
| 2.758946211 | 1 | 0.1% |
| -0.5544913633 | 1 | 0.1% |
| -3.785841581 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -14.58843445 | 1 | |
| -13.83002074 | 1 | |
| -12.57030328 | 1 | |
| -12.24692726 | 1 | |
| -12.14792397 | 1 | |
| -11.83027902 | 1 | |
| -11.67522516 | 1 | |
| -11.29777469 | 1 | |
| -11.29324372 | 1 | |
| -10.99937829 | 1 |
| Value | Count | Frequency (%) |
| 7.362635981 | 1 | |
| 6.026600818 | 1 | |
| 5.622472291 | 1 | |
| 5.473548493 | 1 | |
| 5.468247507 | 1 | |
| 5.413373537 | 1 | |
| 5.408085379 | 1 | |
| 5.363499708 | 1 | |
| 5.324623332 | 1 | |
| 5.313034395 | 1 |
Batch_ID
Categorical
Uniform
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.6 KiB |
| Batch_A | |
|---|---|
| Batch_B | |
| Batch_C | |
| Batch_D | |
| Batch_E |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Batch_A |
|---|---|
| 2nd row | Batch_A |
| 3rd row | Batch_A |
| 4th row | Batch_A |
| 5th row | Batch_A |
Common Values
| Value | Count | Frequency (%) |
| Batch_A | 200 | |
| Batch_B | 200 | |
| Batch_C | 200 | |
| Batch_D | 200 | |
| Batch_E | 200 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| batch_a | 200 | |
| batch_b | 200 | |
| batch_c | 200 | |
| batch_d | 200 | |
| batch_e | 200 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1200 | |
| a | 1000 | |
| t | 1000 | |
| c | 1000 | |
| h | 1000 | |
| _ | 1000 | |
| A | 200 | 2.9% |
| C | 200 | 2.9% |
| D | 200 | 2.9% |
| E | 200 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 1200 | |
| a | 1000 | |
| t | 1000 | |
| c | 1000 | |
| h | 1000 | |
| _ | 1000 | |
| A | 200 | 2.9% |
| C | 200 | 2.9% |
| D | 200 | 2.9% |
| E | 200 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 1200 | |
| a | 1000 | |
| t | 1000 | |
| c | 1000 | |
| h | 1000 | |
| _ | 1000 | |
| A | 200 | 2.9% |
| C | 200 | 2.9% |
| D | 200 | 2.9% |
| E | 200 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 1200 | |
| a | 1000 | |
| t | 1000 | |
| c | 1000 | |
| h | 1000 | |
| _ | 1000 | |
| A | 200 | 2.9% |
| C | 200 | 2.9% |
| D | 200 | 2.9% |
| E | 200 | 2.9% |
Batch_Failure
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 1 | |
|---|---|
| 0 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 13 | 1.3% |
Interactions
Correlations
| Agitation_RPM | Batch_Failure | Batch_ID | Biomass_OD600 | DO_percent | Enzyme_Activity_UmL | Glucose_gL | Temperature_C | Time_hr | pH | |
|---|---|---|---|---|---|---|---|---|---|---|
| Agitation_RPM | 1.000 | 0.004 | 0.000 | 0.036 | 0.000 | 0.027 | 0.000 | 0.066 | 0.030 | 0.060 |
| Batch_Failure | 0.004 | 1.000 | 0.000 | 0.031 | 0.034 | 0.917 | 0.000 | 0.050 | 0.021 | 0.000 |
| Batch_ID | 0.000 | 0.000 | 1.000 | 0.006 | 0.139 | 0.217 | 0.000 | 0.000 | 0.000 | 0.000 |
| Biomass_OD600 | 0.036 | 0.031 | 0.006 | 1.000 | -0.102 | -0.041 | -0.011 | 0.005 | 0.897 | -0.025 |
| DO_percent | 0.000 | 0.034 | 0.139 | -0.102 | 1.000 | 0.150 | 0.073 | 0.011 | -0.128 | -0.006 |
| Enzyme_Activity_UmL | 0.027 | 0.917 | 0.217 | -0.041 | 0.150 | 1.000 | -0.030 | 0.017 | -0.019 | 0.019 |
| Glucose_gL | 0.000 | 0.000 | 0.000 | -0.011 | 0.073 | -0.030 | 1.000 | 0.001 | -0.012 | -0.020 |
| Temperature_C | 0.066 | 0.050 | 0.000 | 0.005 | 0.011 | 0.017 | 0.001 | 1.000 | 0.012 | -0.064 |
| Time_hr | 0.030 | 0.021 | 0.000 | 0.897 | -0.128 | -0.019 | -0.012 | 0.012 | 1.000 | -0.024 |
| pH | 0.060 | 0.000 | 0.000 | -0.025 | -0.006 | 0.019 | -0.020 | -0.064 | -0.024 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Time_hr | Temperature_C | pH | DO_percent | Agitation_RPM | Glucose_gL | Biomass_OD600 | Enzyme_Activity_UmL | Batch_ID | Batch_Failure | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 37.745071 | 7.079871 | 38.248217 | 300 | 13.838180 | 2.867494 | -0.660805 | Batch_A | 1 |
| 1 | 1 | 36.792604 | 6.984927 | 43.554813 | 300 | 17.263048 | 0.811806 | -2.169544 | Batch_A | 1 |
| 2 | 2 | 37.971533 | 6.811926 | 37.075801 | 300 | 10.983658 | 0.339309 | -1.781113 | Batch_A | 1 |
| 3 | 3 | 39.284545 | 6.670613 | 41.920385 | 200 | 13.619576 | -1.766186 | -0.804666 | Batch_A | 1 |
| 4 | 4 | 36.648770 | 6.939645 | 26.063853 | 400 | 22.296742 | -0.761369 | 0.169851 | Batch_A | 1 |
| 5 | 5 | 36.648795 | 6.878697 | 47.132937 | 400 | 14.330603 | 0.416233 | 4.141974 | Batch_A | 1 |
| 6 | 6 | 39.368819 | 6.979039 | 45.012055 | 300 | 20.942097 | -0.194665 | -1.773112 | Batch_A | 1 |
| 7 | 7 | 38.151152 | 6.927034 | 36.829114 | 200 | 24.633940 | 2.239385 | 2.758946 | Batch_A | 1 |
| 8 | 8 | 36.295788 | 7.009911 | 51.592457 | 400 | 17.288247 | 1.600555 | -0.554491 | Batch_A | 1 |
| 9 | 9 | 37.813840 | 6.692953 | 54.375701 | 300 | 20.079454 | 4.938568 | -3.785842 | Batch_A | 1 |
| Time_hr | Temperature_C | pH | DO_percent | Agitation_RPM | Glucose_gL | Biomass_OD600 | Enzyme_Activity_UmL | Batch_ID | Batch_Failure | |
|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 90 | 37.312574 | 6.960082 | 60.163941 | 400 | 10.483615 | 8.673875 | -1.367545 | Batch_E | 1 |
| 991 | 91 | 33.937398 | 6.950858 | 51.021183 | 300 | 21.723837 | 10.646435 | 1.848706 | Batch_E | 1 |
| 992 | 92 | 36.629234 | 7.037783 | 45.720369 | 300 | 17.898851 | 10.116627 | -0.255147 | Batch_E | 1 |
| 993 | 93 | 35.977024 | 6.941661 | 42.877910 | 400 | 23.103909 | 9.735302 | -1.146830 | Batch_E | 1 |
| 994 | 94 | 35.497570 | 6.870290 | 35.480815 | 200 | 11.338764 | 8.992949 | 0.426085 | Batch_E | 1 |
| 995 | 95 | 36.578350 | 7.014030 | 45.774805 | 300 | 16.833915 | 11.164966 | -2.395440 | Batch_E | 1 |
| 996 | 96 | 39.696530 | 6.794696 | 47.577525 | 400 | 17.134382 | 12.401085 | 2.482667 | Batch_E | 1 |
| 997 | 97 | 37.961264 | 6.623625 | 32.582394 | 400 | 19.080825 | 11.213469 | 0.449432 | Batch_E | 1 |
| 998 | 98 | 36.143232 | 6.767387 | 48.341764 | 300 | 12.699251 | 9.104703 | 0.387744 | Batch_E | 1 |
| 999 | 99 | 37.858874 | 6.651019 | 43.447410 | 200 | 20.176151 | 11.072348 | 0.379284 | Batch_E | 1 |